{
 "metadata": {
  "name": "",
  "signature": "sha256:1a693469d715bfbf2ba600c8879e14c5f164dbc8e72fd83f9a22ec8477c57204"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# SIGFOX 20161124 packet dataset\n",
      "\n",
      "This dataset contains results of some tests with sending SIGFOX frames from a\n",
      "device to basestation.\n",
      "\n",
      "Basestation was mounted on the roof of JSI building C. Device was moved on a trolley through 4 different in-door locations (so link was always indoor to outdoor).\n",
      "\n",
      "Following locations were used:\n",
      "\n",
      " * \"0\" - Office N403\n",
      " * \"1\" - E6 hall by the water cooler\n",
      " * \"2\" - Main hall in front of the big lecture room\n",
      " * \"3\" - Sensor lab"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import Image\n",
      "Image(filename='figures/google_maps.jpg')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "jpeg": 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Nq3VJah8rgMJnJU4jiPCOJqTuAOS/9ou3z7j9ZVzteJcI5enNYi+eg+J89gOonFTjlNUI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\nlYbqQZ7IAYqd1Oxnr2u/vNAkvkInQeY/KR3ud/XYfATCICI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f/Hx+c5f/AN5XVRET8e/S\nEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERA//9k=\n",
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "<IPython.core.display.Image at 0x7f93ac92a810>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Transmitter was USRP N200, SBX daughterboard. Front-end PA gain was varied from 0 dB to 30 dB in steps of 10 dB. VERT900 antenna was used in a vertical position. Baseband data had full DAC range -1 to +1. A 30 dB attenuator was installed between the USRP output and the antenna."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(filename='figures/trolley.jpg')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "jpeg": 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exPtnnFU/Ed1b6lqkczwt5RRY1I4wpw2R784renKc6nK1tu7/AKHJUtBHosE3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\n+5s/+A/In+Z0n+30TZ6/mbfX8z/H4nV9/wBQ/IfuP6fxOM2Q29P2TT6n/9k=\n",
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "<IPython.core.display.Image at 0x7f93ac92a710>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "At each location, 100 packets were sent for each of the 4 gain settings. \n",
      "\n",
      "MAC layer was as implemented in libIJS_SIGFOX_LIB_V1.8.7.a.\n",
      "\n",
      "In this dataset, the frequency of packet transmission was left to be defined by\n",
      "SIGFOX_LIB, however only the first of three normal packet repetitions was\n",
      "actually transmitted.\n",
      "\n",
      "## File format\n",
      "\n",
      "File format is JSON. Top level object contains one property:\n",
      "\n",
      "    {\n",
      "        \"campaigns\": [\n",
      "            ...\n",
      "        ],\n",
      "    }\n",
      "    \n",
      "For each location, one measurement campaign was conducted. For each campaign there is an object with the following properties:\n",
      "\n",
      "    {\n",
      "        \"location\": ...\n",
      "        \"packets\": ...\n",
      "    }\n",
      "    \n",
      "`location` property contains location number (see list and map above). `packets` property contains packet data.\n",
      "\n",
      "### Packet data\n",
      "\n",
      "`packets` property contains a list of `packet` objects. Each `packet` object\n",
      "describes one transmitted packet:\n",
      "\n",
      "    {\n",
      "        \"rx\": {\n",
      "            \"seqNumber\": \"2461\",\n",
      "            \"avgSnr\": \"10.67\",\n",
      "            \"station\": \"0BF2\",\n",
      "            \"snr\": \"8.73\",\n",
      "            \"time\": \"1477563622\",\n",
      "            \"device\": \"1CF14C\",\n",
      "            \"rssi\": \"-109.00\",\n",
      "            \"data\": \"0000\"\n",
      "        },\n",
      "        \"tx\": {\n",
      "            \"attenuator\": -30.0,\n",
      "            \"timestamp\": 1477564048.682,\n",
      "            \"repetitions\": 1,\n",
      "            \"pga_gain\": 0,\n",
      "            \"frequency\": [\n",
      "                868194200\n",
      "            ],\n",
      "            \"data\": \"0000\"\n",
      "        }\n",
      "    }\n",
      "\n",
      "`tx` property contains values related to the transmission of the packet.\n",
      "`repetitions` is the number of times the packet was transmitted. `frequency` is\n",
      "the carrier frequency (in hertz).\n",
      "\n",
      "`rx` property contains data returned by the basestation upon reception of the\n",
      "packet. If `rx` property is absent, the packet was not received by the\n",
      "basestation.\n",
      "\n",
      "`pga_gain` property contains the front-end power amplifier gain (in decibells).\n",
      "\n",
      "In all cases, packet payload (`data` property) was used to transmit a sequence\n",
      "number. This sequence number was used to connect the log of transmitted packets\n",
      "with basestation reports."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## PRR and RSSI\n",
      "\n",
      "Load data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import json\n",
      "\n",
      "data = json.load(open(\"sfxlib_norep_30att.json\"))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Sort packets into links based on campaign (location) and PGA gain (effective transmit power)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from collections import defaultdict\n",
      "\n",
      "pkts_per_link = defaultdict(list)\n",
      "\n",
      "for campaign in data['campaigns']:\n",
      "    for pkt in campaign['packets']:\n",
      "        link_id = (campaign['location'], pkt['tx']['pga_gain'])\n",
      "        pkts_per_link[link_id].append(pkt)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Check that we have 100 packets per link."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "N = 100\n",
      "for link_id, pkts in pkts_per_link.items():\n",
      "    assert len(pkts) == N"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Calculate PRR per link"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy.special import betaincinv\n",
      "\n",
      "Pconf = 0.99\n",
      "\n",
      "prr_per_link = {}\n",
      "\n",
      "for link_id, pkts in pkts_per_link.items():\n",
      "    \n",
      "    n_tx = len(pkts)\n",
      "    n_rx = sum('rx' in pkt for pkt in pkts)\n",
      "    \n",
      "    N1 = float(n_rx)\n",
      "    N0 = float(n_tx - n_rx)\n",
      "        \n",
      "    prr_min = betaincinv(N1+1, N0+1, (1. - Pconf)/2.)\n",
      "    prr_max = betaincinv(N1+1, N0+1, (1. + Pconf)/2.)\n",
      "    prr_mle = N1 / (N0 + N1)\n",
      "        \n",
      "    prr_per_link[link_id] = array([prr_mle, prr_min, prr_max])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll_prr = []\n",
      "\n",
      "for campaign in range(4):\n",
      "    l_gain = []\n",
      "    l_prr = []\n",
      "\n",
      "    for link_id in sorted(prr_per_link.keys()):\n",
      "        if link_id[0] == campaign:\n",
      "            l_gain.append( link_id[1] - 30)\n",
      "            l_prr.append( prr_per_link[link_id] )\n",
      "            \n",
      "    l_prr = array(l_prr)\n",
      "    ll_prr.append(l_prr)\n",
      "            \n",
      "    errorbar(l_gain, l_prr[:,0], yerr=[l_prr[:,0] - l_prr[:,1], l_prr[:,2]-l_prr[:,0]], fmt='o-', label='loc %d' % campaign)\n",
      "    \n",
      "ll_prr = array(ll_prr)\n",
      "    \n",
      "axis([-35, 5, 0, 1])\n",
      "xlabel(\"transmit gain [dB]\")\n",
      "ylabel(\"PRR\")\n",
      "legend(loc=\"lower right\")\n",
      "title(\"%.0f%% confidence interval, N per estimate = %d\" % (Pconf*100, N))\n",
      "grid()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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xsZ0WRw6vGcPhIBuQV3gbcHsA+MfKmsQNq+CpvY7R4aNRrC5GUUUJCtTl+L3k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\njDGmYpwEGGNMxf4BVmT1qE5yz8oAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f93ac5de610>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Calculate mean RSSI per link"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rssi_per_link = {}\n",
      "\n",
      "for link_id, pkts in pkts_per_link.items():\n",
      "    \n",
      "    rssi = [float(pkt['rx']['rssi']) for pkt in pkts if 'rx' in pkt]\n",
      "    \n",
      "    rssi_per_link[link_id] = [\n",
      "        mean(rssi),\n",
      "        min(rssi),\n",
      "        max(rssi)\n",
      "    ]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ll_rssi = []\n",
      "\n",
      "for campaign in range(4):\n",
      "    l_gain = []\n",
      "    l_rssi = []\n",
      "\n",
      "    for link_id, rssi in sorted(rssi_per_link.items()):\n",
      "        if link_id[0] == campaign:\n",
      "            l_gain.append( link_id[1] - 30)\n",
      "            l_rssi.append( rssi )\n",
      "            \n",
      "    l_rssi = array(l_rssi)\n",
      "    ll_rssi.append(l_rssi)\n",
      "            \n",
      "    errorbar(l_gain, l_rssi[:,0], yerr=[l_rssi[:,0]-l_rssi[:,1], l_rssi[:,2]-l_rssi[:,0]], fmt='o-', label='loc %d' % campaign)\n",
      "    \n",
      "ll_rssi = array(ll_rssi)\n",
      "    \n",
      "axis([None, None, None, None])\n",
      "xlabel(\"PGA gain [dB]\")\n",
      "ylabel(\"RSSI [dBm]\")\n",
      "legend(loc=\"lower right\")\n",
      "grid()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HR2jv2N6ALcp89VKB2JeRQZd76b+Hu7ryqBWl/7aGe1dj0tNhxQpYvhyGDIFZ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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f93ac5de210>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "RSSI vs PRR"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for campaign in range(4):\n",
      "    l_rssi = ll_rssi[campaign]\n",
      "    l_prr = ll_prr[campaign]\n",
      "    \n",
      "    errorbar(l_rssi[:,0], l_prr[:,0], \n",
      "             xerr=[l_rssi[:,0]-l_rssi[:,1], l_rssi[:,2]-l_rssi[:,0]],\n",
      "             yerr=[l_prr[:,0]-l_prr[:,1], l_prr[:,2]-l_prr[:,0]],\n",
      "             fmt='o', label='loc %d' % campaign)\n",
      "    \n",
      "xlabel(\"RSSI [dBm]\")\n",
      "ylabel(\"PRR [%]\")\n",
      "legend(loc=\"lower right\")\n",
      "axis([None, None, 0, 1])\n",
      "grid()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zYTAYcPjwYZSUlDgca8piseDPf/4zpkyZovizB6W0YyohpxIyApSTN8opX5Jd\nDVVTU4OEhARxfKlZs2ahtLQUo0aNsluvqKgIv/vd7/DFF1/4vC1CCCHScnlm4Y+mpiYMHTpUfB0X\nF4empqYe65SWluLpp58GoPyRbJUyCqUSciohI0A5eaOc8iVZZeHJgT8/Px8vv/yy2Amj9GYoQggJ\nVd73WnsoNjYWJ06cEF+fOHECcXFxduscOHAAs2bNAgCcO3cOO3bsQO/evTF9+vQe5WVlZYlNWtHR\n0UhOThZr9872w2C/7lwmlzzOXr/11luy3H+2r+vq6pCfny+bPM5ed//ZBzuPs9e0P6+P/SkIAtat\nWwfA+RQTPmMSaW1tZcOGDWONjY3s6tWrLCkpiR0+fNjp+llZWWzTpk0O35MwJldGozHYETyihJxK\nyMgY5eSNcvLF89jp8j4Lf+3YsQP5+fmwWCyYN28eFi5ciNWrVwMAsrOz7dadM2cOpk2bhpkzZ/Yo\nh+6zIIQQ7wVsPgu5oMqCEKL0C2Ck5ugYGbCb8oh3bNtb5UwJOZWQEaCcvLnLyTouhKGH/SMQqLIg\nhBDiFjVDEUIUgY4DzjnbN9QMRQghJKAku8/ieiQIgnjts5wpIacSMgKUkzdvcwqC9dH5vPOjWm3X\n80CUcT2gyoIQoli2B3SVquugH+gy1Go11qxZg/vuu8/7DysENUNxpIS/3ABl5FRCRoBy8qaUnN2p\nVCrul/b+9NNP+O1vf4u+fftCrVajpKSEa/neosqCEKIo3f/yLy+vhk63BIAeOt0SlJdXu1yfVxlS\ne/bZZxEREYEff/wR69evx9NPP43Dhw8HPkgnr+73DhKFxFTMEABKyKmEjIxRTt5c5ew8DhQUdC0r\nK6tiGs0iBjDxodEsYmVlVeI6tus7WuZrGbbUajX79NNPGWOMXblyheXl5bGYmBgWExPD8vPz2dWr\nV8V1t27dypKSklj//v2ZRqNhBoOhR3ktLS3shhtuYA0NDeKyP/zhD+yFF15wuH1nx0iex046syCE\nKNaqVZUwmZbbLTOZlqOoaGdAy7C1fPly1NTUoL6+HvX19aipqcGyZcsAWOf5yczMxOuvv44LFy6g\nurra4YB/3377LcLDw5GQkCAuS0pKwqFDh3zKxAN1cHOklPZWJeRUQkaAcvLmSU5BsHZEWzk+hFVU\nhInrpKVJU4YzGzZsQHFxMQYNGgQAKCgoQHZ2Nl588UWsWbMG8+bNEzvCY2JiHJbR0tLSYzbSfv36\n4dKlS57f6tlSAAAXHElEQVQH4YzOLAghiqLVdjUYpae3OVxHp7OI6ziqf3iU4cypU6cQHx8vvr71\n1ltx6tQpAMDJkyeh0WjcltG3b19cvHjRbtmFCxfQr18/z4NwRpUFR6Ey/o4cKCEjQDl58zZnbm46\nNJrFdss0mkXIyZkc0DJsxcTEwGw2i6+///57xMbGAgCGDh2KY8eOuS1j+PDhaGtrs1u3vr4eY8aM\n8SkTD9QMRQhRFNu/8jMy7gEAFBUtRUVFGHQ6C3JypojLu6/PswxnHnnkESxbtgypqakAgBdffBGP\nPfYYAGDevHlIT0/HAw88AK1Wi9OnT6OlpQUjRoywK6NPnz6YOXMm/vKXv+Ddd9/Fl19+iW3btmHv\n3r2eB+GNW1e5hBQSkxAiIXfHAR6HCV/L6H41VG5uLhsyZAgbMmQIy8vLs7saasuWLWzcuHGsX79+\nLDExkVVWVjos86effmIzZsxgffr0YfHx8aykpMRFbumvhqKBBAkhiuDuOKBSWfsX/NuG/2UEQyAG\nEqTKgqNQHX8nGJSQEaCcvLnK6eg4QGNDWQWisqA+C0KIYvE4oCupUggmOrMghCgCHQeco/ksCCGE\nyAJVFhyF6rXswaCEjADl5E0pOa9HVFkQQghxi/osCCGKQMcB5+hqKEIIcUEwCxDMgvhcq9YCALRq\nrfg8EGVcF7jd3ichhcQMiTkD5EIJGRmjnLx5Mp+F0/f1/h8nfC0jPj6e7dq1y+/t+8rZvuF57KQ+\nC0II8ZMU06oWFxdj/PjxiIiIwJw5c7iW7QuqLDhSwh2ygDJyKiEjQDl582g+i44mo07lO8uhm6MD\njIBujg7lO8tdrs+rDKnFxsZi6dKlmDt3bsC37QhVFoQQRbE9cJfvLEfe23moVFcCk4BKdSXy3s6z\nO9i7qyx8LcOZq1evIj8/H7GxsYiNjcWCBQtw7do18f3S0lIkJycjKioKCQkJqKiocFjOb3/7Wzz4\n4IMYOHCgx9uWElUWHCnlGnEl5FRCRoBy8uZtzlUbVsGUYrJbZkoxoaikKKBl2OIxraotJpMrwOhq\nKEKIoghmAarCjv6BRgDqnutUfFchrpMW33NOVB5lOMNjWlVbvPtCfEVnFhyFUrtwsCkhI0A5efMk\np1atBStgYAUM6belO1xHN0wnruPo8lceZTjDY1pVW3I5s6DKghCiWLmP5kJTa3/w1XypQc4jOQEt\nwxaPaVVt0ZlFCArVduFgUEJGgHLy5klO27/yMyZnYOWzK6E73nEl03EdVs5fiYzJGQ7X51mGM53T\nqp47dw7nzp3rMa3q2rVrsXv3brS3t6OpqQlHjx51WI7FYsGVK1fQ1tYGi8WCq1evwmKxeJyDO253\nbEhIITFD4sYnuVBCRsYoJ29KvSlPimlVCwoKmEqlsnsUFhY6zk3TqlrRmDCEELfTqhaqwAr8O07w\nKCMYaFrVDlRZEEIcTqtKY0MBCExlIXn7zo4dO9iIESNYQkICe/nll3u8/+GHH7Jx48axsWPHsl/+\n8pesvr6+xzoBiMlFKJzqy4USMjJGOXnzpxnqeuZs3/DcZ5LeZ2GxWDB//nzs2rULsbGxSE1NxfTp\n0zFq1ChxnWHDhqG6uhpRUVEwGAz44x//iH379kkZixBCiJckbYbau3cvCgsLYTAYAAAvv/wyAOCF\nF15wuP758+cxduxYnDx50j4kNUMRct2j44Bzip+Du6mpCUOHDhVfx8XFoampyen6a9aswdSpU6WM\nRAghxAeSNkN5czOJ0WjEP/7xD3z++ecO38/KyhLHUImOjkZycrJ4t2fntdnBft25TC55nL1+6623\nZLn/bF/X1dUhPz9fNnmcve7+sw92HmevQ2F/EvcEQcC6desAwO2YU17j1vvhwN69e5lOpxNfr1ix\nwmEnd319PdNoNKyhocFhORLH5CYUOhHlQgkZGaOcvFEHt2+c7Rue+0zSPou2tjaMGDECn376KWJi\nYjBhwgSUlJTYdXB///33uPfee/Hhhx/i7rvvdlgOtVUSQhweBwTB+uh83jm2lFbb9dwdHmUEWUjc\nZ7Fjxw7k5+fDYrFg3rx5WLhwIVavXg0AyM7OxhNPPIEtW7bg1ltvBQD07t0bNTU19iGpsiDkuuf2\nOKBSAf4eJ3wsQ61WY82aNeJosoEWEvdZ8KCQmCFxqi8XSsjIGOXkza9mKB7HCR/LsB3ug4erV6+y\nuXPnsvj4eNavXz+WnJzMduzY4XR9Z/uG57GTBhIkhChLtw7v6vJyLNHpoAewRKdDdXm5y/W5lSGh\ntrY23HrrraiursbFixexbNkyPPzwwzh+/HhAc9jhVu1ISCExCSESEo8DBQXisqqyMrZIo7GeEXQ8\nFmk0rKqsrOuDNus7WuZzGTa6DySYl5fHYmJiWExMDMvPz7cbSHDr1q0sKSmJ9e/fn2k0GmYwGDz6\n/uPGjWObN292+J6zYyTPYyedWRBCFKty1SosN9lPibrcZMLOIs+nROVRht1nOU+rCgA//PADvv32\nW4wePdqnTDxQZcGRUq4HV0JOJWQEKCdvHuUUBGtHtEqF8MpKh6uEVVSI6zhthvK3DCc2bNiAv/zl\nLxg0aBAGDRqEgoICfPDBBwDgcFrVESNGuCyvtbUVs2fPRlZWFoYPH+5xDt6osiCEKItWKzYYtaU7\nnhLVotN1NSo5uvyVRxlO8JxWtb29HY8//jgiIiJQXFzs8eekQJUFR1qFXJOthJxKyAhQTt68zZme\nm4vF3Q6+izQaTM7xfEpUHmXY4jWtKmMM8+bNw9mzZ7Fp0yaEhYX5lIcXSYf7IIQQ7mwqlHsyrFOf\nLi0qQlhFBSw6Habk5IjLu6/PtQwnOqdVTU1NBYAe06qmp6fjgQcegFarxenTp9HS0uKwKerpp5/G\nN998g127duHGG2/0ePuS4dZVLiGFxAyJa9nlQgkZGaOcvIXCfRY8plU1m81MpVKxyMhI1rdvX/Gx\nYcMGJ7EVPp8FIYRcDxobG8XnN954I1auXImVK1c6XHfGjBmYMWOGy/Li4+PR3t7ONaO/aFpVQogi\n0NhQzoXE2FA8UGVBCKHjgHOKn/zoehNS17IHmRIyApSTN6XkvB5RZUEIIcQtaoYihCgCHQeco2Yo\nQgghskCVBUdKaW9VQk4lZAQoJ29KyXk9ovssCCGKJZw/D6G52fq8uRna6GgAgDY6GtoBAwJWxvWA\n+iwIIYrg7jigEgQwP++L8LWM62FaVWqGIoQQP6lUKqhUKq5lPvbYYxgyZAj69++PYcOGYfny5VzL\n9xZVFhwppb1VCTmVkBGgnLx5klM4f97udfnu3dDl5gLr1kGXm4vy3btdrs+rDKktXLgQjY2NuHjx\nInbs2IGioiIYDIaA5+hElQUhRFE6+xcA60E+r6QElTNnAllZqJw5E3klJXYHe9v1eZbhzNWrV5Gf\nn4/Y2FjExsZiwYIFuHbtmvh+aWkpkpOTERUVhYSEBFRUVDgsZ/To0YiIiBBfh4eH4xe/+IXHOXij\nyoKjUJ0zIBiUkBGgnLx5m3PV1q0wzZ5tt8w0ezaKSksDWoYtntOqPvPMM+jTpw9Gjx6NJUuW4I47\n7vApEw90NRQhRFGE5maoOpu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       "text": [
        "<matplotlib.figure.Figure at 0x7f93ac5de0d0>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    }
   ],
   "metadata": {}
  }
 ]
}